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Modeling of a Rich Bin Packing Problem from Industry

机译:富含垃圾箱问题的建模

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We present and share the experience of modeling a real-life optimization problem. This exercise in modeling is a text book example of how a naive, straightforward mixed-integer modeling approach leads to a highly intractable model, while a deeper problem analysis leads to a non-standard, much stronger model. Our development process went from a weak model with burdensome run times, via meta-heuristics and column generation, to end up with a strong model which solves the problem within seconds. The problem in question deals with the challenges of planning the order-driven continuous casting production at the Swedish steel producer SSAB. We study the cast planning problem, where the objective is to minimize production waste which unavoidably occurs as orders of different steel grades are cast in sequence. This application can be categorised as a rich bin packing problem.
机译:我们呈现并分享建模真实优化问题的经验。 这种在建模中的练习是一个教科书示例,关于如何一个天真,简单的混合整数建模方法导致高度棘手的模型,而更深的问题分析导致非标准,更强大的模型。 我们的开发过程从一个弱模型与繁重的运行时间,通过元启发式和柱子生成,最终得到一个强大的模型,可以在几秒钟内解决问题。 问题中的问题涉及规划瑞典钢铁生产商SSAB的订单驱动的连续铸造生产的挑战。 我们研究了演员计划问题,其中目的是最小化生产废物,因为依次浇铸不同钢等级的顺序而不可避免地发生。 此应用程序可作为富含垃圾箱包装问题进行分类。

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